{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Hive import Hive\n",
    "from EyerissF import EyerissF as EF\n",
    "import numpy as np\n",
    "import Extension\n",
    "import skimage.io as io\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ef = EF()\n",
    "hive = Hive(ef,mode=\"manual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAD8CAYAAAC4nHJkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAEFNJREFUeJzt3X+QVfV5x/H347Is/sDAikFciAjSqDUE7Rb8FaOhptSSQceWaNMUHSeknZDGjGnL2E41Hf/QJsqYONHBiCHWAAakMhlbo4wzjtagqyKgGIOKEbqCCIpg5cfu0z/uYWbZud+7d++Pc3d5Pq+Znb33+9xzzzMHPnvuveee7zF3R0TiOarRDYhIYyj8IkEp/CJBKfwiQSn8IkEp/CJBKfwiQSn8IkEp/CJBDalmYTObAdwJNAE/dfdbSz1+qLX4MI6tZpUiUsIn7GW/77NyHmuVfr3XzJqA14FLgS3A88DV7v5qapnjrdWn2fSK1icifVvjq9ntO8sKfzUv+6cCm9z9TXffDywFZlXxfCKSo2rC3wa80+P+lmxMRAaBqt7zl8PM5gJzAYZxTL1XJyJlqmbPvxUY1+P+2GzsMO6+0N3b3b29mZYqVicitVRN+J8HJpnZqWY2FLgKWFWbtkSk3ip+2e/uB81sHvAYhUN9i9z9lZp1JiJ1VdV7fnd/FHi0Rr2ISI70DT+RoBR+kaAUfpGgFH6RoBR+kaAUfpGgFH6RoBR+kaAUfpGgFH6RoBR+kaAUfpGgFH6RoBR+kaAUfpGgFH6RoBR+kaAUfpGgFH6RoBR+kaAUfpGgFH6RoBR+kaAUfpGgFH6RoKq6Yo+ZbQY+ArqAg+7eXoumpPaazpiUrHVOPzFZ23vB3mRt40X3978PS+9vpr70l8naqL/ekax17drV7z6kNpfovsTd0/8yIjIg6WW/SFDVht+BX5vZC2Y2txYNiUg+qn3Zf6G7bzWzTwOPm9lr7v5UzwdkfxTmAgzjmCpXJyK1UtWe3923Zr+3AyuBqUUes9Dd2929vZmWalYnIjVUcfjN7FgzG37oNvBlYEOtGhOR+qrmZf9oYKWZHXqeX7j7f9ekKynJWtKvoJpGjig6fvp/vJFc5pGTllbUR3cly3hXsvbMlHQfc371J8naG/ecl6yNeODZ8hoLqOLwu/ubwOdr2IuI5EiH+kSCUvhFglL4RYJS+EWCUvhFgqrFiT2Ssz0zpyRrT/7oJ/1+vo99f7J29hPz+v18AJee+WrR8bvanq7o+RaPfyJZO3d2+qzEo1YU/1Zp98cfV9THkUR7fpGgFH6RoBR+kaAUfpGgFH6RoPRp/wA1pO3kZG3y/Jf7/XxzNqdPjOn8t4nJ2qTHOvq9LoB3Tju16Ph5F6ePHiz6lwXJ2hnNzcnab85Zkqx95bN/U7zw0ivJZaLQnl8kKIVfJCiFXyQohV8kKIVfJCiFXyQoHeproCETxidrY5duS9buPPmZZG3GxiuKju9a0ZZc5sTHaj/PXdemt4qOn5AYB7h88neStd9e2f8TlgD8hx8WL0yv6OmOKNrziwSl8IsEpfCLBKXwiwSl8IsEpfCLBNXnoT4zWwTMBLa7+1nZWCuwDBgPbAZmu/uu+rV5ZNp3SmuydlfbimTtu/97frLW8rVPio6fuE2XrZLDlbPn/xkwo9fYfGC1u08CVmf3RWQQ6TP87v4UsLPX8CxgcXZ7MXB5jfsSkTqr9D3/aHfvzG6/S+GKvSIyiFT9gZ+7O+CpupnNNbMOM+s4wL5qVyciNVJp+LeZ2RiA7Pf21APdfaG7t7t7ezPp68qLSL4qDf8qYE52ew7wSG3aEZG8lHOobwlwMTDKzLYANwG3Ag+Z2XXA28DsejZ5pGp5a0eydu3b6dPO9nc3JWtd25IvwgaEIeM/k6zNPP/FHDuRPsPv7lcnSjopUmQQ0zf8RIJS+EWCUvhFglL4RYJS+EWC0gSeDXRw8++TtZ1fSZ/xZ0PT160b6A6eNCJZu33Mypqvr2ne0UXHu2q+psFHe36RoBR+kaAUfpGgFH6RoBR+kaAUfpGgdKhvgOp6v/fMaVKRHR80uoMBS3t+kaAUfpGgFH6RoBR+kaAUfpGg9Gm/5GryT9bX/Dlv2TE5Xdyn6eJTtOcXCUrhFwlK4RcJSuEXCUrhFwlK4RcJqpzLdS0CZgLb3f2sbOxm4BvAe9nDbnT3R+vV5GBmLemLk9rQoZU9aVeJGei6u4sPlzrk5cmLLFds1zXnFR2/pvWOEktVtj2WL/tisjZ29/9U9JwRlLPn/xkwo8j4Anefkv0o+CKDTJ/hd/enAJ1fKnKEqeY9/zwzW2dmi8xsZM06EpFcVBr+u4GJwBSgE7g99UAzm2tmHWbWcQB91VJkoKgo/O6+zd273L0buBeYWuKxC9293d3bm0l/+CUi+aoo/GY2psfdK4ANtWlHRPJSzqG+JcDFwCgz2wLcBFxsZlMABzYD36xjjwNe0wnpS2vt+cWnkrXVZy2vaH33fDAhWVu3Z2zR8WdXFj/0BmAHK2qjpKMvea/o+B80V3Y475lP0pcoa31NF9+qRJ/hd/eriwzfV4deRCRH+oafSFAKv0hQCr9IUAq/SFAKv0hQ5nU4oyvleGv1aTY9t/VV5KimZOndv59WdPwLX3shucyCk3VWWbneOvhJsnbNP96QrA1f9pt6tDMorfHV7PadVs5jtecXCUrhFwlK4RcJSuEXCUrhFwlK4RcJStfq62XIp0clax3/8OOaruusp69N1vbvGlbTda2f+aNkrcXSZ8zl6c+Xfi9Zm7Ds2Rw7iUF7fpGgFH6RoBR+kaAUfpGgFH6RoPRpfy+v/eDkfi+zpzs9Jfkf/ed3k7XPzk/Pe9q9d2+y1jQiPS9g1+mnFB3/XNO3k8u8ftk9yZocubTnFwlK4RcJSuEXCUrhFwlK4RcJSuEXCaqcy3WNA34OjKZwea6F7n6nmbUCy4DxFC7ZNdvdd9Wv1XxMatve72Ue/Xhc+vm+vSZZ6y7xnLv/6txkbe/sD5O1F/74/hLPOrBN+8LGZG3tP52frLXdpnkSK1HOnv8gcIO7nwmcC3zLzM4E5gOr3X0SsDq7LyKDRJ/hd/dOd38xu/0RsBFoA2YBi7OHLQYur1eTIlJ7/XrPb2bjgbOBNcBod+/MSu9SeFsgIoNE2eE3s+OAFcD17r67Z80Lk/8XvQCAmc01sw4z6zhA+muwIpKvssJvZs0Ugv+guz+cDW8zszFZfQxQ9JMyd1/o7u3u3t5MSy16FpEa6DP8ZmbAfcBGd7+jR2kVMCe7PQd4pPbtiUi9lHNW3wXA14H1ZrY2G7sRuBV4yMyuA94GZtenxYFv5rFbkrXm1w9W9JyfG5o+fHVac36voJ75JD2/35L3i1++DOCST71WdPzK43Ykl7n/lNXJ2rwr028ZN9+WLEkJfYbf3Z8GUtf+GuAX3hORFH3DTyQohV8kKIVfJCiFXyQohV8kKE3g2ct7Sz+TLt5UfPgYG5pc5Ipjd1bYSW0P592yY3KytnzZF5O11te6krVjHk6fsXjTLVcVHb/y2ruSy5Qy+4TnkrXvz7ouWTv6kfRy0WnPLxKUwi8SlMIvEpTCLxKUwi8SlMIvEpQO9fUy+pfFz0YDmPnVWUXHfzBxeXKZM5rTZ8VV6uo3/zRZ+/1PJxUdH7XyleQyY3cP/AkwLxq2P1l7/w/T/43H6kTzJO35RYJS+EWCUvhFglL4RYJS+EWC0qf9vXTtKnHFsenFa3/71euTi/zfCbX/+3rSA+uTtZEfPVt0PH16Tn2MX7Wn6PhZzEsus6HEST/3fZg+4Wrcf6UvX1Z0PnkBtOcXCUvhFwlK4RcJSuEXCUrhFwlK4RcJygoX2C3xALNxwM8pXILbgYXufqeZ3Qx8A3gve+iN7v5oqec63lp9mukiPyL1ssZXs9t3pq6wdZhyjvMfBG5w9xfNbDjwgpk9ntUWuPsPK21URBqnnGv1dQKd2e2PzGwj0FbvxkSkvvr1nt/MxgNnA4fmbJ5nZuvMbJGZjaxxbyJSR2WH38yOA1YA17v7buBuYCIwhcIrg9sTy801sw4z6zhA+jLLIpKvssJvZs0Ugv+guz8M4O7b3L3L3buBe4GpxZZ194Xu3u7u7c01vhCFiFSuz/CbmQH3ARvd/Y4e42N6POwKYEPt2xOReinn0/4LgK8D681sbTZ2I3C1mU2hcPhvM/DNunQoInVRzqf9TwPFjhuWPKYvIgObvuEnEpTCLxKUwi8SlMIvEpTCLxKUwi8SlMIvEpTCLxKUwi8SlMIvEpTCLxKUwi8SlMIvEpTCLxKUwi8SlMIvEpTCLxKUwi8SlMIvEpTCLxKUwi8SlMIvEpTCLxKUwi8SlMIvElQ51+obZmbPmdnLZvaKmX0/Gz/VzNaY2SYzW2ZmQ+vfrojUSjl7/n3Al9z98xQuxz3DzM4FbgMWuPtpwC7guvq1KSK11mf4vWBPdrc5+3HgS8DybHwxcHldOhSRuijrPb+ZNWVX6N0OPA68AXzg7gezh2wB2urToojUQ1nhd/cud58CjAWmAqeXuwIzm2tmHWbWcYB9FbYpIrXWr0/73f0D4EngPGCEmR26xPdYYGtimYXu3u7u7c20VNWsiNROOZ/2n2hmI7LbRwOXAhsp/BH4i+xhc4BH6tWkiNTekL4fwhhgsZk1Ufhj8ZC7/8rMXgWWmtktwEvAfXXsU0RqrM/wu/s64Owi429SeP8vIoOQvuEnEpTCLxKUwi8SlMIvEpTCLxKUuXt+KzN7D3g7uzsK2JHbytPUx+HUx+EGWx+nuPuJ5TxhruE/bMVmHe7e3pCVqw/1oT70sl8kKoVfJKhGhn9hA9fdk/o4nPo43BHbR8Pe84tIY+llv0hQDQm/mc0ws99mk3/Ob0QPWR+bzWy9ma01s44c17vIzLab2YYeY61m9riZ/S77PbJBfdxsZluzbbLWzC7LoY9xZvakmb2aTRL7nWw8121Soo9ct0luk+a6e64/QBOFacAmAEOBl4Ez8+4j62UzMKoB670IOAfY0GPs34H52e35wG0N6uNm4Hs5b48xwDnZ7eHA68CZeW+TEn3kuk0AA47LbjcDa4BzgYeAq7Lxe4C/q2Y9jdjzTwU2ufub7r4fWArMakAfDePuTwE7ew3PojARKuQ0IWqij9y5e6e7v5jd/ojCZDFt5LxNSvSRKy+o+6S5jQh/G/BOj/uNnPzTgV+b2QtmNrdBPRwy2t07s9vvAqMb2Ms8M1uXvS2o+9uPnsxsPIX5I9bQwG3Sqw/IeZvkMWlu9A/8LnT3c4A/A75lZhc1uiEo/OWn8IepEe4GJlK4RkMncHteKzaz44AVwPXuvrtnLc9tUqSP3LeJVzFpbrkaEf6twLge95OTf9abu2/Nfm8HVtLYmYm2mdkYgOz39kY04e7bsv943cC95LRNzKyZQuAedPeHs+Hct0mxPhq1TbJ193vS3HI1IvzPA5OyTy6HAlcBq/JuwsyONbPhh24DXwY2lF6qrlZRmAgVGjgh6qGwZa4gh21iZkZhDsiN7n5Hj1Ku2yTVR97bJLdJc/P6BLPXp5mXUfgk9Q3gnxvUwwQKRxpeBl7Jsw9gCYWXjwcovHe7DjgBWA38DngCaG1QHw8A64F1FMI3Joc+LqTwkn4dsDb7uSzvbVKij1y3CTCZwqS46yj8ofnXHv9nnwM2Ab8EWqpZj77hJxJU9A/8RMJS+EWCUvhFglL4RYJS+EWCUvhFglL4RYJS+EWC+n/rRTFKmacD+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pics = [255-io.imread(\"Pic/01.png\", as_grey=True)]\n",
    "flts = [np.load(\"ConvLayerFilter/ConvLayer1Filter\"+str(x)+\".npy\") for x in range(1,7)]\n",
    "\n",
    "plt.imshow(pics[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pics=hive.Compress(pics)\n",
    "flts=hive.Compress(flts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "hive.input(pics, flts, 1, 6)\n",
    "hive.Conv2LogicalMapping()\n",
    "hive.Conv2PhysicalMapping()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9jafT99EREfGKpAcknS9prO1hxUeDknftDPTHJE0rrvyOkHSFpLvb2E8ltscUF3Vke4ykj0t6ov//qmPcLWlu8XqupLva2EtlR4Kv8Bl10H4qLrjdKmlLRNzQ46OO3EdHG0+H76OJtscWr49V44sfW9QI9s8WZYOyj9p6Y1HxVaRvS+qStDgi/rFtzVRk+xQ1jsolaZikH3fieGzfLulCNZ4Ot0vStZJ+KukOSe9W42mZl0dER1xoPMp4LlTjV/mQtE3SX/Q4/zyk2f6wpP+WtFFSd7H4GjXOO3fcPupnPFeqc/fRdDUuenapcdB8R0R8o8iIpZLGS1onaU5EHKh129wpCgB54KIoAGSCQAeATBDoAJAJAh0AMkGgA0AmCHQAyASBDgCZINABIBP/B1h3QonQKdRhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.imshow(hive.mapping[0])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(hive.mapping[1])\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "hive.Conv2d()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(hive.t[0])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(hive.t[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(hive.TempPsum)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "hive.Reverse()\n",
    "pics=hive.Output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7ama8Lhpv+J1vubtfL+nzkr6aPb1tSj70mq2ZhmtGNXNzo4wws/SHytx31c54XbQywn9Y0vxh9+dly5qCux/Ovh+V9JSab/bh7nOTpGbfj5bcz4eaaebmkWaWVhPsu2aa8bqM8L8kaZGZXWFm4yV9UdKmEvo4j5lNzt6IkZlNlvQ5Nd/sw5skrc5ur5b0dIm9/Jpmmbk5b2Zplbzvmm7Ga3dv+Jek2zT0jv/bkv62jB5y+vqEpB3Z166ye5P0uIaeBvZp6L2RuyTNkNQhaY+k/5I0vYl6+3dJr0l6VUNBm1NSb8s19JT+VUnbs6/byt53ib5K2W+c4QcExRt+QFCEHwiK8ANBEX4gKMIPBEX4gaAIPxAU4QeC+n+imauEAg7AjwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "pics2=hive.Decompress(pics)\n",
    "plt.imshow(pics2[0])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[1])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[2])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[3])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[4])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[5])\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "pics=hive.Pooling(hive.Decompress(pics),255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAD8CAYAAAC4nHJkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAADKtJREFUeJzt3X+o3fV9x/Hna4kak9bGLEWqkSkoriJZLaHGdnSjcTS1YmQMqsyiayH/bKuVQlGElf03aOlaWGkJapVVdGCtFekP07RdGWiov0g10ZrZTqOxSQjVErvG4Ht/nONIU5Nczvd7vvceP88HXO453/v93vf73uR1P9/zPedzPqkqJLXnj+a7AUnzw/BLjTL8UqMMv9Qowy81yvBLjTL8UqMMv9Qowy81avGQxU7MSbWEZUOW1LKTOx1+6OTZHR8W//b1yQ8+8Nv+GhnQ/3KAg/W7zGXfQcO/hGVclHVDltTq1Z0O37d6dv9Yr9x2YPKDH9rWXyMD2lpb5rzv7P5Zl9SJ4Zca1Sn8SdYneTrJziQ39NWUpOmbOPxJFgFfAT4CnA9cleT8vhqTNF1dRv73ATur6tmqOgjcBWzopy1J09Yl/GcAzx92f9d4m6QZMPWn+pJsBDYCLGHptMtJmqMuI/8LwJmH3V813vZ7qmpTVa2pqjUncFKHcpL61CX8PwXOTXJ2khOBK4H7+mlL0rRNfNpfVYeS/APwfWARcGtVPdlbZ5KmqtNj/qr6DvCdnnqRNCBf4Sc1yvBLjTL8UqMGndKrCa3tMC2369TU1Rd3Onw+p9Xu2zh57yvpNhV6FqYEO/JLjTL8UqMMv9Qowy81yvBLjTL8UqMMv9Qowy81yvBLjTL8UqMMv9Qowy81yvBLjTL8UqNSVYMVOyUrylV6NRO6TKOGeZvSu7W28Ertn9MS3Y78UqMMv9Qowy81yvBLjeqyRPeZSX6UZHuSJ5Nc12djkqaryxt4HgI+U1WPJnk78EiSzVW1vafeJE3RxCN/Ve2uqkfHt38D7MAluqWZ0ctbdyc5C7gQ2PomX3OJbmkB6nzBL8nbgG8Cn66qV478ukt0SwtTp/AnOYFR8O+oqnv6aUnSELpc7Q9wC7Cjqr7YX0uShtBl5P8A8HHgQ0keH39c2lNfkqZs4gt+VfVfwJwmEEhaeHyFn9Qowy81yiW6dUzff/HxTsd/+PT39NTJwGZgie2uHPmlRhl+qVGGX2qU4ZcaZfilRhl+qVGGX2qU4ZcaZfilRhl+qVGGX2qU4ZcaZfilRhl+qVFO6X2L27fx4k7Hf/ivOy5VzVt/auyscuSXGmX4pUYZfqlRhl9qVB/LdS1K8liS+/toSNIw+hj5r2O0Qq+kGdJ1rb5VwEeBm/tpR9JQuo78XwI+C7x+tB2SbEzycJKHX+N3HctJ6kuXhTovA/ZU1SPH2s8luqWFqetCnZcn+SVwF6MFO7/RS1eSpm7i8FfVjVW1qqrOAq4EflhVV/fWmaSp8nl+qVG9TOypqh8DP+7je0kahiO/1CjDLzXK+fxztXbyee0v/9OrnUrvfXrlxMee8x8HOtVuYanqN9Xh3xuYid+bI7/UKMMvNcrwS40y/FKjDL/UKMMvNcrwS40y/FKjDL/UKMMvNcrwS40y/FKjDL/UKMMvNaqdKb0dp2ju/NjSiY9dfu+yTrV5d0186L7V3WqvfKjT4bNrBqbkduXILzXK8EuNMvxSowy/1KiuC3UuT3J3kqeS7EhycV+NSZqurlf7vwx8r6r+JsmJwOSXxCUNauLwJ3kH8EHgWoCqOggc7KctSdPW5bT/bGAv8PUkjyW5OckfPKnsEt3SwtQl/IuB9wJfraoLgQPADUfu5BLd0sLUJfy7gF1VtXV8/25GfwwkzYAuS3S/BDyf5LzxpnXA9l66kjR1Xa/2/yNwx/hK/7PA33VvSdIQOoW/qh4H1vTUi6QB+Qo/qVGGX2pUO/P5Ozrn+vmb2D75At2N67rMdhcz8H4AjvxSowy/1CjDLzXK8EuNMvxSowy/1CjDLzXK8EuNMvxSowy/1CjDLzXK8EuNMvxSowy/1CjDLzWqnfn88zi/eue/ru10/PIdmfjYlZse7FR7lu382OQLSM3n+zcMxZFfapThlxpl+KVGdV2i+/okTyZ5IsmdSZb01Zik6Zo4/EnOAD4FrKmqC4BFwJV9NSZpurqe9i8GTk6yGFgKvNi9JUlD6LJW3wvAF4DngN3Ay1X1wJH7uUS3tDB1Oe0/FdgAnA2cDixLcvWR+7lEt7QwdTntvwT4RVXtrarXgHuA9/fTlqRp6xL+54C1SZYmCaMlunf005akaevymH8rcDfwKPCz8ffa1FNfkqas6xLdnwM+11MvkgbkK/ykRhl+qVGpqsGKnZIVdVHWDVZPas3W2sIrtX9Oc8Ad+aVGGX6pUYZfapThlxpl+KVGGX6pUYZfapThlxpl+KVGGX6pUYZfapThlxpl+KVGGX6pUYZfalQ7S3S3au3q+a0/j0uj69gc+aVGGX6pUYZfatRxw5/k1iR7kjxx2LYVSTYneWb8+dTptimpb3MZ+W8D1h+x7QZgS1WdC2wZ35c0Q44b/qr6CbD/iM0bgNvHt28Hrui5L0lTNulTfadV1e7x7ZeA0462Y5KNwEaAJSydsJykvnW+4FejN/4/6pv/u0S3tDBNGv5fJXkXwPjznv5akjSEScN/H3DN+PY1wLf7aUfSUObyVN+dwIPAeUl2Jfkk8C/AXyV5BrhkfF/SDDnuBb+quuooX3LRPWmG+Qo/qVGGX2rUTE3p3bfx4omPPeGKvT12MqzX7n3nxMf++t3DLcH+ZpavnvzfbOWmB7sV7zKduYGpyI78UqMMv9Qowy81yvBLjTL8UqMMv9Qowy81yvBLjTL8UqMMv9Qowy81yvBLjTL8UqMMv9Qowy81aqbm83eZ372PyeeVA6zcdmDy2quXzVvtlZs6zkvvuMT3Zbf858TH3salnWp3eS+Dcx7qVHomOPJLjTL8UqMMv9SoSZfo/nySp5JsS/KtJMun26akvk26RPdm4IKqWg38HLix574kTdlES3RX1QNVdWh89yFg1RR6kzRFfTzm/wTw3R6+j6QBdXqeP8lNwCHgjmPssxHYCLCEpV3KSerRxOFPci1wGbCuqo76aoqq2gRsAjglK+Z3BQlJ/2+i8CdZD3wW+IuqerXfliQNYdIluv8NeDuwOcnjSb425T4l9WzSJbpvmUIvkgbkK/ykRhl+qVE5xoX63p2SFXVR1g1WT2rN1trCK7U/c9nXkV9qlOGXGmX4pUYZfqlRhl9qlOGXGmX4pUYZfqlRhl9qlOGXGmX4pUYZfqlRhl9qlOGXGmX4pUYNOp8/yV7gf46xy0pg30DtWNvab8Xaf1JV75zLjoOG/3iSPFxVa6xtbWtPn6f9UqMMv9SohRb+Tda2trWHsaAe80sazkIb+SUNZEGEP8n6JE8n2ZnkhgHrnpnkR0m2J3kyyXVD1T6sh0VJHkty/8B1lye5O8lTSXYkuXjA2tePf99PJLkzyZIp17s1yZ4kTxy2bUWSzUmeGX8+dcDanx//3rcl+VaS5dOofTzzHv4ki4CvAB8BzgeuSnL+QOUPAZ+pqvOBtcDfD1j7DdcBOwauCfBl4HtV9afAnw3VQ5IzgE8Ba6rqAmARcOWUy94GrD9i2w3Alqo6F9gyvj9U7c3ABVW1Gvg5cOOUah/TvIcfeB+ws6qeraqDwF3AhiEKV9Xuqnp0fPs3jAJwxhC1AZKsAj4K3DxUzXHddwAfZLzmYlUdrKpfD9jCYuDkJIuBpcCL0yxWVT8B9h+xeQNw+/j27cAVQ9Wuqgeq6tD47kPAqmnUPp6FEP4zgOcPu7+LAQP4hiRnARcCWwcs+yVGS52/PmBNgLOBvcDXxw85bk6ybIjCVfUC8AXgOWA38HJVPTBE7SOcVlW7x7dfAk6bhx4APgF8dz4KL4Twz7skbwO+CXy6ql4ZqOZlwJ6qemSIekdYDLwX+GpVXQgcYHqnvb9n/Nh6A6M/QKcDy5JcPUTto6nRU16DP+2V5CZGDz3vGLo2LIzwvwCcedj9VeNtg0hyAqPg31FV9wxVF/gAcHmSXzJ6qPOhJN8YqPYuYFdVvXGWczejPwZDuAT4RVXtrarXgHuA9w9U+3C/SvIugPHnPUMWT3ItcBnwtzVPz7cvhPD/FDg3ydlJTmR08ee+IQonCaPHvTuq6otD1HxDVd1YVauq6ixGP/MPq2qQEbCqXgKeT3LeeNM6YPsQtRmd7q9NsnT8+1/H/FzwvA+4Znz7GuDbQxVOsp7Rw73Lq+rVoer+gaqa9w/gUkZXPf8buGnAun/O6HRvG/D4+OPSefj5/xK4f+Ca7wEeHv/s9wKnDlj7n4GngCeAfwdOmnK9OxldX3iN0VnPJ4E/ZnSV/xngB8CKAWvvZHSd643/c18b+v9cVfkKP6lVC+G0X9I8MPxSowy/1CjDLzXK8EuNMvxSowy/1CjDLzXq/wCKSqOM/Xq2hQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pics2=pics\n",
    "plt.imshow(pics2[0])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[1])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[2])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[3])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[4])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[5])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "flts=[np.load(\"ConvLayerFilter/ConvLayer2Filter\"+str(x)+\".npy\") for x in range(1,17)]\n",
    "pics=hive.Compress(pics)\n",
    "flts=hive.Compress(flts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "r=[]\n",
    "for x in range(16):\n",
    "    hive.input(pics, list([flts[x]]), 6, 1)\n",
    "    hive.Conv2LogicalMapping()\n",
    "    hive.Conv2PhysicalMapping()\n",
    "    hive.Conv2d()\n",
    "    hive.Reverse()\n",
    "    r.append(hive.Output())\n",
    "\n",
    "pics = [Extension.NumpyAddExtension(hive.Decompress(r[x])) for x in range(16)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pics2=pics\n",
    "plt.imshow(pics2[0])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[1])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[2])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[3])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[4])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[5])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "pics=hive.Pooling(pics,255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pics2=pics\n",
    "plt.imshow(pics2[0])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[1])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[2])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[3])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[4])\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(pics2[5])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "vector = hive.FullConnect(np.array(pics).flatten(),np.load('FullConnectLayer/FullConnectLayer1.npy'),255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "vector = hive.FullConnect(vector, np.load('FullConnectLayer/FullConnectLayer2.npy'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "vector = hive.FullConnect(vector, np.load('FullConnectLayer/FullConnectLayer3.npy'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vector=vector.reshape(1,vector.size)\n",
    "plt.imshow(vector)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this number is :  2\n"
     ]
    }
   ],
   "source": [
    "print(\"this number is : \",vector.argmax())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
